Trustworthiness Prediction on MNIST (val)
99.1AccMCP
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MCPLoss=MCP2021.09 | 99.1 | 5.56 | 35.05 | 99.99 | 98.63 | 99.89 | 8.89 | |
| MCDropoutLoss=MCDropout2021.09 | 99.1 | 5.26 | 38.5 | 99.99 | 98.65 | — | — | |
| TrustScoreLoss=TrustScore2021.09 | 99.1 | 10 | 35.88 | 99.98 | 98.2 | — | — | |
| TCPLoss=TCP2021.09 | 99.1 | 3.33 | 45.89 | 99.99 | 98.82 | 99.71 | 0 | |
| TCP†Loss=TCP†2021.09 | 99.1 | 3.33 | 45.88 | 99.99 | 98.82 | 99.72 | 0 | |
| SSLoss=SS (Steep Slope Loss)2021.09 | 99.1 | 2.22 | 40.86 | 99.99 | 98.83 | 100 | 0 |